Site Is Decodable Before Pretraining: Negative Controls for Probing Frozen Brain-MRI Foundation Models

Brain foundation models are often tested with a probe. The model is frozen, a simple classifier is trained on its output, and the classifier's accuracy is taken as a sign of what pretraining learned. We show that this reading can be wrong unless two controls are reported with it. We probed three fro